Credit Risk EDA

PHETH Soriyuon
PHOEURN Kimhor
YIN Sambat
Lecturered by: Dr. HAS Sothea

18/01/2026

1 Methodology

1.1 Data Preprocessing

(32581, 12)
count mean std min 25% 50% 75% max
person_age 32581.0 27.734600 6.348078 20.00 23.00 26.00 30.00 144.00
person_income 32581.0 66074.848470 61983.119168 4000.00 38500.00 55000.00 79200.00 6000000.00
person_emp_length 31686.0 4.789686 4.142630 0.00 2.00 4.00 7.00 123.00
loan_amnt 32581.0 9589.371106 6322.086646 500.00 5000.00 8000.00 12200.00 35000.00
loan_int_rate 29465.0 11.011695 3.240459 5.42 7.90 10.99 13.47 23.22
loan_status 32581.0 0.218164 0.413006 0.00 0.00 0.00 0.00 1.00
loan_percent_income 32581.0 0.170203 0.106782 0.00 0.09 0.15 0.23 0.83
cb_person_cred_hist_length 32581.0 5.804211 4.055001 2.00 3.00 4.00 8.00 30.00